Evidence map›Paper›PMID 34277946›Full record

ArticleLearning health systems2021

The Indiana Learning Health System Initiative: Early experience developing a collaborative, regional learning health system.

Titus Schleyer, Linda Williams, Jonathan Gottlieb, Christopher Weaver, Michele Saysana, Jose Azar, Josh Sadowski, Chris Frederick, Siu Hui, Areeba Kara and 5 more

Abstract read
In one paragraph

Article in Learning health systems, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

15 authors.

Titus SchleyerCenter for Biomedical Informatics Regenstrief Institute, Inc Indianapolis Indiana USA.ORCID https://orcid.org/0000-0003-1829-971X
Linda WilliamsCenter for Health Services Research Regenstrief Institute, Inc Indianapolis Indiana USA.
Jonathan GottliebDepartment of Health Administration University of Providence Great Falls Montana USA.
Christopher WeaverDepartment of Emergency Medicine Indiana University School of Medicine Indianapolis Indiana USA.
Michele SaysanaPhysician Administration Indiana University Health Indianapolis Indiana USA.
Jose AzarDepartment of Medicine Indiana University School of Medicine Indianapolis Indiana USA.
Josh SadowskiDepartment of Infection Prevention Indiana University Health Indianapolis Indiana USA.
Chris FrederickAdministration Regenstrief Institute, Inc Indianapolis Indiana USA.
Siu HuiCenter for Biomedical Informatics Regenstrief Institute, Inc Indianapolis Indiana USA.
Areeba KaraDepartment of Medicine Indiana University School of Medicine Indianapolis Indiana USA.
Laura RuppertCenter for Biomedical Informatics Regenstrief Institute, Inc Indianapolis Indiana USA.
Sarah ZapponeCenter for Biomedical Informatics Regenstrief Institute, Inc Indianapolis Indiana USA.
Michael BusheyDepartment of Psychiatry Indiana University School of Medicine Indianapolis Indiana USA.
Randall GroutCenter for Biomedical Informatics Regenstrief Institute, Inc Indianapolis Indiana USA.
Peter J EmbiDepartment of Medicine Indiana University School of Medicine Indianapolis Indiana USA.

Funding

Quality Assurance and Quality Control Project Management: Improving Submissions and Study Conduct in the Human Subjects Research Prior Approval ProcessUL1TR002529 · NCATS · INDIANA UNIVERSITY INDIANAPOLIS · PI MOE, SHARON M, WIEHE, SARAH ELIZABETH · 2018 to 2022
$27.2M
AHRQ HHS R01 HS027185NCATS NIH HHS UL1 TR002529
6 · The paper itself

Abstract

introductionLearning health systems (LHSs) are usually created and maintained by single institutions or healthcare systems. The Indiana Learning Health System Initiative (ILHSI) is a new multi-institutional, collaborative regional LHS initiative led by the Regenstrief Institute (RI) and developed in partnership with five additional organizations: two Indiana-based health systems, two schools at Indiana University, and our state-wide health information exchange. We report our experiences and lessons learned during the initial 2-year phase of developing and implementing the ILHSI.

methodsThe initial goals of the ILHSI were to instantiate the concept, establish partnerships, and perform LHS pilot projects to inform expansion. We established shared governance and technical capabilities, conducted a literature review-based and regional environmental scan, and convened key stakeholders to iteratively identify focus areas, and select and implement six initial joint projects.

resultsThe ILHSI successfully collaborated with its partner organizations to establish a foundational governance structure, set goals and strategies, and prioritize projects and training activities. We developed and deployed strategies to effectively use health system and regional HIE infrastructure and minimize information silos, a frequent challenge for multi-organizational LHSs. Successful projects were diverse and included deploying a Fast Healthcare Interoperability Standards (FHIR)-based tool across emergency departments state-wide, analyzing free-text elements of cross-hospital surveys, and developing models to provide clinical decision support based on clinical and social determinants of health. We also experienced organizational challenges, including changes in key leadership personnel and varying levels of engagement with health system partners, which impacted initial ILHSI efforts and structures. Reflecting on these early experiences, we identified lessons learned and next steps.

conclusionsMulti-organizational LHSs can be challenging to develop but present the opportunity to leverage learning across multiple organizations and systems to benefit the general population. Attention to governance decisions, shared goal setting and monitoring, and careful selection of projects are important for early success.

Indexed as

biomedical informaticscollaborationhealth information exchangeimplementation sciencelearning health systempatient care

Identifiers

PMID34277946
PMCPMC8278436

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.